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DM、跨渠道私聊和多账户环境不能只改一个开关。","/docs/reference/dm-scope-and-identity-links",[535,1238,1239,516,1140],"dmScope","identityLinks",{"title":1241,"description":1242,"path":1243,"category":1134,"updatedAt":513,"sourceType":325,"tags":1244},"doctor 的 repair、force 和 non-interactive 应该怎么选","基于最新官方 Doctor 文档，解释 openclaw doctor 在 interactive、--repair、--force、--yes、--non-interactive 和 --deep 之间各自会做什么，避免把修复模式混成“越猛越好”。","/docs/reference/doctor-repair-modes",[978,979,1146,1245,1140],"migrations",{"title":1247,"description":1248,"path":1249,"category":1134,"updatedAt":513,"sourceType":325,"tags":1250},"环境变量从哪里来，优先级怎么排","基于最新官方 Environment Variables 与 Configuration 文档，解释 OpenClaw 会从哪些来源读取环境变量、为什么默认不覆盖已有值，以及 `.env`、config env 和 shell import 之间真正的优先级。","/docs/reference/env-sources-and-precedence",[840,364,543,1251,1140],"shell",{"title":1253,"description":1254,"path":1255,"category":1134,"updatedAt":462,"sourceType":347,"tags":1256},"如何结合官方文档、GitHub 和中文渠道跟踪 OpenClaw","把官方文档、GitHub Releases、Issues、中文教程站、媒体报道和中文社区解读放到同一套可信度框架里，减少信息滞后和误读。","/docs/reference/external-sources-and-trust-levels",[1257,1054,587,1258,1056],"sources","trust",{"title":1260,"description":1261,"path":1262,"category":1134,"updatedAt":333,"sourceType":325,"tags":1263},"Gateway 命令与 RPC 该怎么用","基于最新官方 CLI Reference 与 Gateway protocol 文档，整理 openclaw gateway 子命令、RPC 调用边界、显式凭据要求，以及为什么它更适合被当成控制面入口而不是随手脚本助手。","/docs/reference/gateway-cli-and-rpc",[350,1264,799,905,508],"rpc",{"title":1266,"description":1267,"path":1268,"category":1134,"updatedAt":513,"sourceType":325,"tags":1269},"Gateway-owned pairing 和 device pairing 有什么区别","基于最新官方 Pairing 与 Gateway-owned pairing 文档，解释 node.pair.* 这套旧式网关配对和当前 WS device pairing 的真实边界，避免把两套授权机制混成一套。","/docs/reference/gateway-owned-pairing-vs-device-pairing",[667,668,350,507,1140],{"title":1271,"description":1272,"path":1273,"category":1134,"updatedAt":897,"sourceType":325,"tags":1274},"Gateway 为什么是 session source of truth","基于最新官方 Session 文档，解释 OpenClaw 的 session store、JSONL transcript、token 计数和 UI 查询为什么都应围绕 Gateway 理解，避免把本地浏览器、WebChat 或 operator 设备误当成真实状态源。","/docs/reference/gateway-session-source-of-truth",[535,350,477,408,1140],{"title":1276,"description":1277,"path":1278,"category":1134,"updatedAt":541,"sourceType":325,"tags":1279},"Gateway WebSocket 的 role 和 scope 应该怎么理解","基于最新官方 Gateway Protocol 文档，解释 OpenClaw 的 WebSocket 握手里 role、scopes、client mode 和协议版本各自在声明什么，以及为什么这条连接已经是统一控制面而不只是聊天通道。","/docs/reference/gateway-ws-roles-and-scopes",[350,905,1280,1281,1140],"protocol","scopes",{"title":1283,"description":1284,"path":1285,"category":1134,"updatedAt":531,"sourceType":325,"tags":1286},"groupPolicy、allowlist 和 mention gating 的顺序应该怎么理解","基于最新官方 Groups、Group Messages 和 Messages 文档，解释 OpenClaw 在群聊里如何按 groupPolicy、群组 allowlist 和 mention gating 三层顺序决定消息是丢弃、只进上下文，还是正式触发回复。","/docs/reference/group-policy-and-mention-gating-order",[534,1287,516,752,686],"mention",{"title":1289,"description":1290,"path":1291,"category":1134,"updatedAt":541,"sourceType":325,"tags":1292},"HEARTBEAT_OK、可见性控制和 quiet-hours 应该怎么一起看","基于最新官方 Heartbeat 与 Automation Troubleshooting 文档，解释 HEARTBEAT_OK 的 ack 语义、alerts-disabled 和 dm-blocked 等可见性控制，以及 quiet-hours 为什么不是故障。","/docs/reference/heartbeat-ack-and-visibility-controls",[952,1293,1294,1295,1140],"visibility","activeHours","alerts",{"title":1297,"description":1298,"path":1299,"category":1134,"updatedAt":531,"sourceType":325,"tags":1300},"HTTP API、Gateway WebSocket 和 SDK 应该怎么分工","基于最新官方 API 与 Web 文档，解释 OpenClaw 里 HTTP API、Gateway WebSocket 和 SDK 各自适合什么场景，帮助团队判断当前到底应该走管理接口、实时会话层还是语言 SDK。","/docs/reference/http-api-vs-gateway-websocket-vs-sdk",[899,905,1301,350,1140],"sdk",{"title":1303,"description":1304,"path":1305,"category":1134,"updatedAt":531,"sourceType":325,"tags":1306},"include 合并时，数组和 sibling override 到底怎么生效","基于最新官方 Configuration 文档，解释 OpenClaw 在 $include 合并时数组、对象和 sibling keys 的真实处理顺序，帮助团队避免把 include 当成“总是深合并”的黑盒。","/docs/reference/include-merge-arrays-and-sibling-overrides",[364,1307,929,1308,1140],"include","arrays",{"title":1310,"description":1311,"path":1312,"category":1134,"updatedAt":513,"sourceType":325,"tags":1313},"Lobster 的调用、审批和 resume token","基于最新官方 Lobster 文档，解释 OpenClaw 里如何用 openclaw.invoke 触发确定性工作流、何时进入 needs_approval，以及 resume token 在恢复流程里扮演什么角色。","/docs/reference/lobster-invoke-and-resume",[772,1314,642,398,1140],"invoke",{"title":1316,"description":1317,"path":1318,"category":1134,"updatedAt":541,"sourceType":325,"tags":1319},"记忆检索里的 hybrid search、重排和时间衰减到底在做什么","基于最新官方 Memory 文档，解释 OpenClaw 的 memory_search 为什么不只是向量检索，以及 hybrid search、结果合并、MMR 重排和 temporal decay 各自在修正什么问题。","/docs/reference/memory-hybrid-search-and-ranking-pipeline",[354,1320,1321,1322,1323,1140],"hybrid-search","ranking","mmr","retrieval",{"title":1325,"description":1326,"path":1327,"category":1134,"updatedAt":462,"sourceType":325,"tags":1328},"models status --probe 和 auth profiles 应该怎么看","基于最新官方 Models CLI 文档，解释 openclaw models status --probe、--probe-provider 与认证 profile 的关系，帮助团队区分“配置看起来对”和“当前真的能连通”。","/docs/reference/models-status-probe-and-auth-profiles",[470,1329,616,627,1140],"probe",{"title":1331,"description":1332,"path":1333,"category":1134,"updatedAt":835,"sourceType":325,"tags":1334},"配对审批与设备授权管理","从管理员视角理解 OpenClaw 的 DM pairing、设备 pairing、allowFrom 文件和审批命令，避免把授权边界搞乱。","/docs/reference/pairing-admin",[667,668,1170,1335,959],"credentials",{"title":1337,"description":1338,"path":1339,"category":1134,"updatedAt":462,"sourceType":325,"tags":1340},"插件安装 spec、--pin 和 update tracking 应该怎么理解","基于最新官方 plugins CLI 文档，解释 ClawHub first、npm-safe spec、--pin、prerelease opt-in 和 plugins.installs 的跟踪逻辑，帮助团队判断插件后续会按什么规则更新。","/docs/reference/plugins-install-specs-and-update-tracking",[454,570,1341,1342,1056,1140],"npm","pin",{"title":285,"description":1344,"path":284,"category":1223,"updatedAt":333,"sourceType":325,"tags":1345},"基于最新官方 Debugging 文档，整理 OpenClaw 的 raw stream、pi-mono raw chunk 日志分别该在什么场景开启，以及如何避免把调试日志变成隐私风险。",[328,1346,735,627,330],"raw-stream",{"title":1348,"description":1349,"path":1350,"category":1134,"updatedAt":541,"sourceType":325,"tags":1351},"remote auth fallback 和 tlsFingerprint 应该什么时候用","基于最新官方 Remote Access 文档，解释 gateway.remote 这套远程连接参数什么时候只是兜底、什么时候会 fail closed，以及 tlsFingerprint 在 wss 场景里真正保护什么。","/docs/reference/remote-auth-fallback-and-tls-fingerprint",[421,1352,616,350,1140],"tlsFingerprint",{"title":1354,"description":1355,"path":1356,"category":1134,"updatedAt":541,"sourceType":325,"tags":1357},"回复机器人消息也算 mention 吗，pending history 又什么时候会进上下文","基于最新官方 Groups 与 Group Messages 文档，解释 OpenClaw 在群聊里怎样把 reply metadata 当成隐式 mention，以及未触发回复的群消息何时只进入 pending history、何时会被彻底丢弃。","/docs/reference/reply-mention-and-pending-history",[534,1358,1359,1360,1140],"mentions","pending-history","reply",{"title":1362,"description":1363,"path":1364,"category":1134,"updatedAt":513,"sourceType":325,"tags":1365},"SecretRefs 和运行时快照应该怎么理解","基于最新官方 Secrets Management 文档，解释 env/file/exec secret refs 的解析时机、活动面、失败模式和热重载语义，避免把密钥管理误解成“请求时临时去取”。","/docs/reference/secret-refs-and-runtime-snapshot",[1366,1367,1368,627,1140],"secrets","secretrefs","runtime",{"title":1370,"description":1371,"path":1372,"category":1134,"updatedAt":531,"sourceType":325,"tags":1373},"secure DM mode 和 owner pinning 应该怎么一起理解","基于最新官方 Session 与 Security 文档，解释 OpenClaw 的 secure DM mode、owner pinning、pairing / allowlist / open 三类 DM 入口，以及什么时候该从连续主会话切到隔离模式。","/docs/reference/secure-dm-mode-and-owner-pinning",[535,331,1238,667,752],{"title":1375,"description":1376,"path":1377,"category":1134,"updatedAt":1378,"sourceType":325,"tags":1379},"session JSONL、compaction entry 和 branch summary 应该怎么理解","基于最新官方 Session Management Deep Dive 文档，解释 OpenClaw 的 session JSONL 结构、compaction entry、branch summary 和 store counters 分别在回答什么问题，避免把 transcript 文件当成一团无结构日志。","/docs/reference/session-jsonl-and-compaction-entries","2026-04-01",[535,1380,1381,854,1140],"transcript","jsonl",{"title":1383,"description":1384,"path":1385,"category":1134,"updatedAt":1378,"sourceType":325,"tags":1386},"openclaw sessions 的 store scope 和巡检方式","基于最新官方 sessions CLI 文档，解释 openclaw sessions 在默认 agent、单 agent、all-agents 和显式 store 路径下分别在看什么，以及长期运维里为什么值得把它当作 session store 巡检入口。","/docs/reference/sessions-cli-store-scope-and-audit",[655,799,1387,1078,372],"store",{"title":1389,"description":1390,"path":1391,"category":1134,"updatedAt":541,"sourceType":325,"tags":1392},"哪些配置会被官方当成 shared-user ingress 信号","基于最新官方 security audit 文档，解释 OpenClaw 为什么会把开放 DM、群目标和 wildcard sender 规则识别成 shared-user ingress 信号，以及这些提醒真正想让你检查什么。","/docs/reference/shared-user-ingress-signals",[331,1093,1078,1393,1140],"ingress",{"title":1395,"description":1396,"path":1397,"category":1134,"updatedAt":333,"sourceType":325,"tags":1398},"status、health 和 logs 该怎么分工","基于最新官方 CLI reference，整理 openclaw status、health、logs 三组命令各自应该回答什么问题，以及值班和排障时更稳的使用顺序。","/docs/reference/status-health-and-logs",[799,987,1399,735,332],"health",{"title":1401,"description":1402,"path":1403,"category":1134,"updatedAt":1378,"sourceType":325,"tags":1404},"对话记录清理（provider fixups）到底改了什么，不改什么","基于最新官方 Transcript Hygiene 文档，解释 OpenClaw 在运行前对 transcript 做的 provider-specific fixups、图片清理、tool 调用配对修复和思考签名清理分别解决什么问题，以及为什么它不会重写磁盘 JSONL。","/docs/reference/transcript-hygiene-and-provider-fixups",[1380,1405,627,1406,1140],"hygiene","tool-calls",{"title":1408,"description":1409,"path":1410,"category":1223,"updatedAt":404,"sourceType":325,"tags":1411},"故障排除与诊断思路","把 OpenClaw 常见问题按环境、入口、配置、认证和运行状态拆开，建立更高效的排查顺序。","/docs/reference/troubleshooting",[332,978,987,735],{"title":1413,"description":1414,"path":1415,"category":1134,"updatedAt":513,"sourceType":325,"tags":1416},"WebChat 的 history、inject 和展示边界","基于最新官方 WebChat 文档，整理 chat.history 的截断/占位规则、chat.inject 的真实用途，以及为什么 WebChat 看见的 transcript 不是原始 JSONL 的一比一镜像。","/docs/reference/webchat-history-and-inject-boundaries",[477,1417,1418,1380,1140],"history","inject",{"title":1420,"description":1421,"path":1422,"category":1423,"updatedAt":462,"sourceType":325,"tags":1424},"国内云部署思路","面向中文团队整理 OpenClaw 在国内或面向国内网络环境部署时最该先判断的三件事：入口生态、模型端点和长期在线后的运维边界。","/docs/setup/china-cloud-deployment","安装",[1425,1426,1427,1428,1006,1007],"china","cloud","deployment","feishu",{"title":1430,"description":1431,"path":1432,"category":1423,"updatedAt":404,"sourceType":325,"tags":1433},"部署方式怎么选","从本地安装、Docker、国内云模板和海外一键部署四类路径理解 OpenClaw 的部署选择，而不是只追求“最快装上”。","/docs/setup/deployment-options",[1427,422,1434,1426,1435],"docker","wsl2",{"title":1437,"description":1438,"path":1439,"category":1423,"updatedAt":845,"sourceType":325,"tags":1440},"OpenClaw 安装与环境","按官方推荐方式安装 OpenClaw，并根据本地开发、WSL2 和生产部署场景选择合适的安装路径。","/docs/setup/installation",[406,1341,1441,1435],"install-script",{"title":1443,"description":1444,"path":1445,"category":1423,"updatedAt":333,"sourceType":325,"tags":1446},"安装器方式和升级路径怎么选","基于最新官方 Install 与 Updating 文档，整理 install.sh、install-cli.sh、PowerShell 安装器、全局包安装和 git 安装各自适合什么场景，以及后续升级时应该走哪条路径。","/docs/setup/installer-methods-and-upgrade-paths",[406,1447,1441,1448,1057],"updater","git",{"title":1450,"description":1451,"path":1452,"category":1423,"updatedAt":378,"sourceType":325,"tags":1453},"安装器、更新与卸载","基于官方安装器、更新和卸载文档，整理 OpenClaw 从首次安装到原地升级、服务移除和彻底卸载的完整维护路径。","/docs/setup/installer-update-and-uninstall",[406,1447,1454,978,1057],"uninstall",{"title":1456,"description":1457,"path":1458,"category":1423,"updatedAt":378,"sourceType":325,"tags":1459},"Linux 安装指南","在 Linux 服务器和桌面上安装和配置 OpenClaw 的详细指南。","/docs/setup/linux-installation",[1460,406,415,1461],"linux","server",{"title":1463,"description":1464,"path":1465,"category":1423,"updatedAt":378,"sourceType":325,"tags":1466},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[525,406,415,1467],"apple",{"title":1469,"description":1470,"path":1471,"category":1472,"updatedAt":404,"sourceType":325,"tags":1473},"版本迁移与升级检查单","在 OpenClaw 版本升级前后，优先检查配置、CLI、认证和入口层变化，避免把升级直接变成线上事故。","/docs/setup/migration-guide","迁移",[1474,1475,1054,1476],"migration","upgrade","checklist",{"title":1478,"description":1479,"path":1480,"category":1423,"updatedAt":378,"sourceType":325,"tags":1481},"Windows 安装指南","在 Windows 上安装和配置 OpenClaw 的详细指南，推荐使用 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不再像零散命令，而更像完整的设备授权生命周期。","/news/openclaw-device-token-lifecycle-watch-2026-03-25","https://docs.openclaw.ai/channels/pairing",[668,667,617,972,1800],"rotate",{"title":1802,"description":1803,"path":1804,"category":1698,"date":513,"updatedAt":513,"sourceType":325,"source":1805,"tags":1806},"OpenClaw 的诊断与修复工作流正在成型","官方最近围绕 Doctor、Diagnostics Flags、Debugging 和 sessions cleanup 的文档更新，正在把 OpenClaw 的排障方式从“看日志猜”推进到更清楚的 repair ladder。","/news/openclaw-diagnostics-repair-watch-2026-03-22","https://docs.openclaw.ai/doctor",[978,1146,979,328,372],{"title":1808,"description":1809,"path":1810,"category":1698,"date":531,"updatedAt":531,"sourceType":325,"source":1805,"tags":1811},"OpenClaw 排障观察：doctor 正在从“检查器”继续长成带备份心智的修复入口","基于 2026 年 3 月 25 日可见的官方 Doctor 文档，最近排障层最值得关注的变化之一是 doctor 对 stale config、unknown keys 和 legacy 状态的处理边界越来越清楚。","/news/openclaw-doctor-repair-boundary-watch-2026-03-25",[978,979,837,1057,1146],{"title":1813,"description":1814,"path":1815,"category":1816,"date":346,"updatedAt":346,"sourceType":587,"source":1817,"tags":1818},"OpenClaw 教育场景观察：AI 助教、个性化学习与高校试点想象空间","基于 2026 年 3 月 16 日教育领域临时稿，梳理 OpenClaw 在高校与教学场景中的潜在落地方向，包括答疑、学习路径推荐和教师工作流辅助。","/news/openclaw-education-adoption-watch-2026-03-16","行业观察","content/tmp/2026-03-16/openclaw-education-sector-adoption.md",[1819,1820,1821,1822],"education","adoption","ai-tutor","higher-education",{"title":1824,"description":1825,"path":1826,"category":1816,"date":346,"updatedAt":346,"sourceType":587,"source":1827,"tags":1828},"OpenClaw 企业应用热度上升：中文团队更关注私有化部署与流程接入","基于 2026 年 3 月 16 日企业方向临时稿，整理 OpenClaw 在中文企业场景中的关注重点，包括私有化部署、安全边界、行业接入与内部工作流自动化。","/news/openclaw-enterprise-adoption-watch-2026-03-16","content/tmp/2026-03-16/openclaw-enterprise-adoption-boom.md",[371,1427,398,1425],{"title":1830,"description":1831,"path":1832,"category":1490,"date":333,"updatedAt":333,"sourceType":325,"source":1833,"tags":1834},"OpenClaw 扩展层观察：ClawHub、插件托管 hooks 与 onboarding 勾选正在把扩展能力收拢成一条更完整链路","基于 2026 年 3 月 21 日可见的官方 Skills、ClawHub、Plugins 与 Hooks 文档，整理最近最值得中文站关注的扩展层变化：技能 registry、插件托管 hooks，以及 onboarding 阶段对推荐 hooks 的直接引导。","/news/openclaw-extension-stack-watch-2026-03-21","https://docs.openclaw.ai/automation/hooks",[365,570,454,456,589],{"title":1836,"description":1837,"path":1838,"category":1698,"date":531,"updatedAt":531,"sourceType":325,"source":1839,"tags":1840},"OpenClaw 正在把 gateway-owned pairing 的过期与轮换边界说清楚","官方最新 Gateway-owned pairing 文档把 pending request 的 5 分钟过期、fresh token 生成和 UI 只是审批前端这几层边界写得更清楚了。","/news/openclaw-gateway-pairing-expiry-watch-2026-03-25","https://docs.openclaw.ai/gateway/pairing",[350,667,1841,617,507],"pending",{"title":1843,"description":1844,"path":1845,"category":1698,"date":897,"updatedAt":897,"sourceType":325,"source":1846,"tags":1847},"OpenClaw 正在把 Gateway 的 session source-of-truth 地位写得更明确","官方最新 Session 文档更明确地说明 session store、JSONL transcript 和 token 计数都应围绕 Gateway 理解，这会直接影响 WebChat、Dashboard 和远程 operator 的排障方式。","/news/openclaw-gateway-source-of-truth-watch-2026-03-26","https://docs.openclaw.ai/session",[350,535,477,408,1848],"state",{"title":1850,"description":1851,"path":1852,"category":1698,"date":531,"updatedAt":531,"sourceType":325,"source":1853,"tags":1854},"OpenClaw 开始把群聊入口判断顺序写成可复述规则","官方最近在 Groups、Group Messages 和 Messages 文档里，把群入口的 groupPolicy、allowlist 和 mention gating 顺序写得更完整了，也让“没回”和“没进系统”首次更容易区分。","/news/openclaw-group-policy-watch-2026-03-25","https://docs.openclaw.ai/channels/groups",[534,1287,752,686,516],{"title":1856,"description":1857,"path":1858,"category":1698,"date":541,"updatedAt":541,"sourceType":325,"source":1853,"tags":1859},"OpenClaw 正在把群触发从“@一下就行”写成更完整的治理链","官方最近围绕 Groups、Group Messages 和 Broadcast Groups 的文档更新，正在把 reply-to implicit mention、pending history、forum topic session key 和 shared-group rollout 写成更完整的群入口治理链。","/news/openclaw-group-trigger-governance-watch-2026-03-29",[534,1358,1860,533,778],"activation",{"title":1862,"description":1863,"path":1864,"category":1698,"date":531,"updatedAt":531,"sourceType":325,"source":1865,"tags":1866},"OpenClaw 配置观察：include 合并边界正在从“能拆文件”继续走向“能预测最终结果”","基于 2026 年 3 月 25 日可见的官方 Configuration 文档，最近配置层最值得关注的变化之一是 include、数组处理和 sibling override 的顺序正在被官方主动写清。","/news/openclaw-include-merge-boundary-watch-2026-03-25","https://docs.openclaw.ai/gateway/configuration",[364,1307,929,1308,372],{"title":1868,"description":1869,"path":1870,"category":1490,"date":333,"updatedAt":333,"sourceType":325,"source":1871,"tags":1872},"OpenClaw 官方 Showcase 基础设施观察：Home Assistant、Nix 与远程文件流转正在成为高频落地方向","基于 2026 年 3 月 21 日可见的官方 Showcase 页面，整理最近最值得关注的基础设施与部署类案例，观察 OpenClaw 在家庭服务器、可复现部署和远程实例运维上的真实应用。","/news/openclaw-infra-showcase-watch-2026-03-21","https://docs.openclaw.ai/start/showcase",[1873,1427,1874,1875,1876],"showcase","home-assistant","nix","infrastructure",{"title":1878,"description":1879,"path":1880,"category":1698,"date":513,"updatedAt":513,"sourceType":325,"source":1881,"tags":1882},"OpenClaw 的长期会话治理能力正在变完整","官方最近围绕 session、memory、compaction 和 secure DM mode 的文档更新，正在把长期连续性、上下文边界和重置策略拼成一条更完整的治理链。","/news/openclaw-long-session-governance-watch-2026-03-22","https://docs.openclaw.ai/concepts/session",[655,354,854,1769,778],{"title":1884,"description":1885,"path":1886,"category":1698,"date":513,"updatedAt":513,"sourceType":325,"source":1887,"tags":1888},"OpenClaw 的后台维护生命周期正在变清楚","官方最近围绕 cron、sessions cleanup、doctor 和 retention 的文档更新，正在把长期运行时的会话、日志和作业痕迹分成更清楚的维护层次。","/news/openclaw-maintenance-lifecycle-watch-2026-03-22","https://docs.openclaw.ai/cron",[1057,944,655,945,372],{"title":1890,"description":1891,"path":1892,"category":1517,"date":1491,"updatedAt":404,"sourceType":1192,"source":1519,"tags":1893},"OpenClaw 2026年3月版本更新：技能系统与安全性全面升级","OpenClaw 发布重要更新，带来性能优化、全新技能系统和安全性改进。","/news/openclaw-march-2026-update",[1054,1125,1055,365,331],{"title":1895,"description":1896,"path":1897,"category":1698,"date":462,"updatedAt":462,"sourceType":325,"source":1898,"tags":1899},"OpenClaw 记忆观察：Markdown 仍然是 source of truth，memory plugin slot 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如何把转录、向量检索和学习流程接成长链路。","/news/openclaw-memory-showcase-watch-2026-03-21",[1873,354,625,1910,1911],"vector-search","knowledge",{"title":1913,"description":1914,"path":1915,"category":1698,"date":531,"updatedAt":531,"sourceType":325,"source":1916,"tags":1917},"OpenClaw 的 mention gating 正在从单一 @ 规则变成跨渠道触发层","官方最新 Groups 和 Group Messages 文档显示，mention gating 已经不再只服务 WhatsApp 群，而是在 Telegram、Slack、Discord、iMessage 等入口上逐步形成统一触发层。","/news/openclaw-mention-gating-watch-2026-03-25","https://docs.openclaw.ai/channels/group-messages",[1287,534,562,564,633],{"title":1919,"description":1920,"path":1921,"category":1698,"date":513,"updatedAt":513,"sourceType":325,"source":1922,"tags":1923},"OpenClaw 的消息入口语义正在变清楚","官方最近围绕 Messages、WebChat 和 Channel Routing 的文档更新，正在把消息入口、上下文桶、历史展示和投递节奏拆成更明确的几层。","/news/openclaw-message-surface-watch-2026-03-22","https://docs.openclaw.ai/messages",[686,477,516,690,352],{"title":1925,"description":1926,"path":1927,"category":1698,"date":462,"updatedAt":462,"sourceType":325,"source":1755,"tags":1928},"OpenClaw 模型观察：models status 正在从状态展示继续长成探活入口","基于 2026 年 3 月 24 日可见的官方 CLI 文档，最近模型层最值得关注的变化之一是 models status 已经不只负责展示主模型和 fallback，而是开始承担 auth profile 探测。","/news/openclaw-model-probe-watch-2026-03-24",[470,1329,627,616,1016],{"title":1930,"description":1931,"path":1932,"category":1698,"date":531,"updatedAt":531,"sourceType":325,"source":1933,"tags":1934},"OpenClaw 节点观察：headless node、普通设备节点与 Gateway 的宿主边界正在被官方写清","基于 2026 年 3 月 25 日可见的官方 Nodes、Architecture 与 Pairing 文档，最近节点层最值得关注的变化之一是能力宿主边界正在被主动拆清。","/news/openclaw-node-host-boundary-watch-2026-03-25","https://docs.openclaw.ai/nodes",[507,666,350,667,668],{"title":1936,"description":1937,"path":1938,"category":1490,"date":333,"updatedAt":333,"sourceType":325,"source":1939,"tags":1940},"OpenClaw 接入观察：从 2026.1.29 的迁移信号到现在的 Onboarding Wizard，官方已经把“第一次跑通”做成更完整链路","基于 2026 年 3 月 21 日可见的官方 Onboarding、Install 与 Releases 页面，整理 OpenClaw 从命名迁移、路径自动迁移到本地/远程 wizard 分流这条接入链路最近最值得注意的变化。","/news/openclaw-onboarding-migration-watch-2026-03-21","https://docs.openclaw.ai/start/wizard",[407,1474,1941,1475,1057],"install",{"title":1943,"description":1944,"path":1945,"category":1698,"date":897,"updatedAt":897,"sourceType":325,"source":1774,"tags":1946},"OpenClaw 的远程 operator 正在从“谁都能开网页”转向浏览器级交接管理","随着 Dashboard、Control UI 和 device pairing 文档持续补强，官方越来越清楚地把浏览器 profile、设备 pairing 和控制面交接写成同一条管理面问题。","/news/openclaw-operator-browser-watch-2026-03-26",[1069,618,596,667,421],{"title":1948,"description":1949,"path":1950,"category":1698,"date":541,"updatedAt":541,"sourceType":325,"source":1951,"tags":1952},"OpenClaw 正在把 Dashboard、WebChat 和 WebSocket 收成一套 operator surface","官方最近围绕 Dashboard、WebChat 和 Gateway Protocol 的文档更新，越来越清楚地把这些入口解释成同一套 operator surface 的不同层，而不是彼此割裂的功能页。","/news/openclaw-operator-surface-convergence-watch-2026-03-29","https://docs.openclaw.ai/gateway/protocol",[408,477,905,1069,508],{"title":1954,"description":1955,"path":1956,"category":1698,"date":531,"updatedAt":531,"sourceType":325,"source":1798,"tags":1957},"OpenClaw 的 pairing CLI 正在从单条 approve 命令长成正式入口治理面","官方最近把 pairing CLI 的 list、clear、--account 和 --notify 等行为写得更完整了，也让聊天入口审批越来越像一套正式的运营控制面。","/news/openclaw-pairing-cli-scope-watch-2026-03-25",[667,1170,352,1171,372],{"title":1959,"description":1960,"path":1961,"category":1490,"date":333,"updatedAt":333,"sourceType":325,"source":1962,"tags":1963},"OpenClaw 官方插件生态观察：社区插件、内置 Provider 插件与 Hook Pack 正在形成更完整扩展层","基于 2026 年 3 月 21 日可见的官方插件与 hooks 文档，整理 OpenClaw 插件生态最近最值得关注的三个变化：社区插件目录、package pack、多层 hooks 组织方式。","/news/openclaw-plugin-ecosystem-watch-2026-03-21","https://docs.openclaw.ai/plugins",[454,588,456,587,589],{"title":1965,"description":1966,"path":1967,"category":1698,"date":462,"updatedAt":462,"sourceType":325,"source":1968,"tags":1969},"OpenClaw 插件观察：安装 spec 和 update tracking 正在决定插件后续会沿哪条轨道走","基于 2026 年 3 月 24 日可见的官方 plugins CLI 文档，最近插件层最值得关注的变化之一是 install spec、--pin 与 plugins.installs 正在被官方主动连成一条生命周期链。","/news/openclaw-plugin-install-tracking-watch-2026-03-24","https://docs.openclaw.ai/cli/plugins",[454,570,1341,1342,1056],{"title":1971,"description":1972,"path":1973,"category":1698,"date":462,"updatedAt":462,"sourceType":325,"source":1974,"tags":1975},"OpenClaw 工作流观察：OpenProse 与 Lobster 的上下层分工正在变清楚","基于 2026 年 3 月 24 日可见的官方 Lobster 文档，最近最值得关注的信号是 OpenProse 与 Lobster 的边界正在被官方主动写清，多智能体准备和确定性执行不再混成一层。","/news/openclaw-prose-lobster-watch-2026-03-24","https://docs.openclaw.ai/tools/lobster",[771,772,398,642,455],{"title":1977,"description":1978,"path":1979,"category":1698,"date":541,"updatedAt":541,"sourceType":325,"source":1980,"tags":1981},"OpenClaw 正在把 provider、模型和远程执行分成不同治理层","官方最近围绕 Models、Model Failover 和 node 的文档更新，正在把 provider auth、模型 allowlist、多模态能力和远程 node 执行拆成更清楚的治理层。","/news/openclaw-provider-capability-governance-watch-2026-03-29","https://docs.openclaw.ai/concepts/models",[627,470,507,616,778],{"title":1983,"description":1984,"path":1985,"category":1698,"date":541,"updatedAt":541,"sourceType":325,"source":1986,"tags":1987},"OpenClaw 的 provider 故障恢复正在变成一条更清楚的梯子","官方最近围绕 Model Failover、Gateway Troubleshooting、LiteLLM 和 Cloudflare AI Gateway 的文档更新，正在把模型故障从“直接换模型”收敛成更清楚的几层：能力条件、profile 轮转、统一网关和跨模型 fallback。","/news/openclaw-provider-recovery-ladder-watch-2026-03-29","https://docs.openclaw.ai/concepts/model-failover",[627,1139,470,350,372],{"title":1989,"description":1990,"path":1991,"category":1490,"date":333,"updatedAt":333,"sourceType":325,"source":1692,"tags":1992},"OpenClaw 发布观察：2026.3.13 恢复型 Release 暴露出版本跟踪里最容易忽略的三层差异","基于 2026 年 3 月 21 日可见的 GitHub Releases 页面，整理 OpenClaw 2026.3.13 恢复型 Release 的关键信号，以及中文站在跟踪版本时最该注意的 npm 版本、Git tag 和 GitHub Release 名称差异。","/news/openclaw-release-watch-2026-03-21",[1054,1055,1057,1056],{"title":1994,"description":1995,"path":1996,"category":1698,"date":513,"updatedAt":513,"sourceType":325,"source":1712,"tags":1997},"OpenClaw 的远程管理员面边界越来越清楚","官方最近围绕 Dashboard、Pairing、Gateway-owned pairing 与 nodes 的文档更新，正在把远程协作、浏览器入口和设备接入的边界拆得更清楚。","/news/openclaw-remote-admin-watch-2026-03-22",[408,667,507,421,959],{"title":1999,"description":2000,"path":2001,"category":1698,"date":531,"updatedAt":531,"sourceType":325,"source":2002,"tags":2003},"OpenClaw 的 routing precedence 正在成为更明确的排障坐标系","官方最近围绕 Channel Routing 的写法，正在把 peer、thread inheritance、guild、team、account 和 channel 等命中层级固定下来，让路由排障越来越像查规则，而不是猜模型。","/news/openclaw-routing-precedence-watch-2026-03-25","https://docs.openclaw.ai/channels/channel-routing",[516,515,2004,352,517],"threads",{"title":2006,"description":2007,"path":2008,"category":1698,"date":531,"updatedAt":531,"sourceType":325,"source":2009,"tags":2010},"OpenClaw Secret 观察：active snapshot 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在评审、个人数据库和购物自动化上的真实落地方式。","/news/openclaw-showcase-watch-2026-03-21",[1873,587,562,365,399],{"title":2063,"description":2064,"path":2065,"category":1698,"date":541,"updatedAt":541,"sourceType":325,"source":2054,"tags":2066},"OpenClaw 正在把团队入口治理拆成更细的几层","官方最近围绕 security audit、session、broadcast groups 和 channel routing 的文档更新，正在把 shared-user ingress、identityLinks、broadcast precedence 和 shared inbox 硬化拆成更清楚的治理面。","/news/openclaw-team-ingress-governance-watch-2026-03-29",[1093,1239,533,516,331],{"title":2068,"description":2069,"path":2070,"category":1698,"date":1378,"updatedAt":1378,"sourceType":325,"source":2071,"tags":2072},"OpenClaw 正在把 transcript hygiene 从隐藏兼容层写成正式参考边界","官方最近单独写出 Transcript Hygiene 文档后，tool call 修补、图片清理和 provider fixups 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级词表与设备本地开关的边界正在被官方主动强调。","/news/openclaw-voice-wake-boundary-watch-2026-03-25","https://docs.openclaw.ai/nodes/voice-wake",[610,885,886,507,668],{"title":2110,"description":2111,"path":2112,"category":1490,"date":333,"updatedAt":333,"sourceType":325,"source":1712,"tags":2113},"OpenClaw Web 入口观察：Dashboard、WebChat 与 Gateway WebSocket 正在收敛成一套更清晰的使用分工","基于 2026 年 3 月 21 日可见的官方 Dashboard、WebChat 与架构文档，整理最近最值得中文站关注的 Web 入口变化：Dashboard 的快速打开、WebChat 的 Gateway 直连，以及控制面和聊天面的职责分离。","/news/openclaw-web-surfaces-watch-2026-03-21",[408,477,905,596,1787],{"title":2115,"description":2116,"path":2117,"category":1698,"date":897,"updatedAt":897,"sourceType":325,"source":2118,"tags":2119},"OpenClaw 正在把 WebChat、Dashboard 和 API 的入口职责写得更清楚","官方最近围绕 WebChat、Session 和 API 的写法，让 Dashboard 更像控制面、WebChat 更像会话 UI、API 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